Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
69
Adoption
70
Community
90
How the maintenance status was determined
Last commit
33 days ago
Monthly downloads
4,970,379
Active
Activity within 30 days
•
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
4,970,379
Stars
1,285
Stars per 1k downloads
0.26
Industry Standard
> 10,000,000 monthly downloads
•
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
159,166
Month daily avg
165,679
Momentum
-3.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
Not specified
Cutting Edge
Minimum supported version is 3.12 or newer
Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
•
Unknown
No requires_python specified or unparseable
Package does not declare a minimum Python version.
License categories
License
Apache 2.0
•
Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
56 days ago
Total releases
72
Releases/year
10.4
Rapid
Last release within 365 days and > 12 releases/year
•
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
136
Monthly downloads
4,970,379
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
•
Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
80
Issue Burden
71.6
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
36.5%
contrib / forks
Stale Release
No
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
144.7K
macOS
64
Windows
58
Python Versions
3.7
81.6%
116.3K
3.12
8.9%
12.7K
3.8
4.4%
6.3K
3.9
2.5%
3.6K
3.11
2.5%
3.5K
Top Countries
1.
US
121.6K
US
2.
DE
14.0K
DE
3.
GB
8.0K
GB
4.
SG
434
SG
5.
NL
414
NL
6.
IE
206
IE
7.
CN
100
CN
8.
FR
79
FR
9.
CA
58
CA
10.
JP
52
JP
Dependencies
1
- tensorflow <2.21,>=2.20.0
4 optional dependencies
- absl-py[tests]
- pytest[tests]
- tensorflow-cpu[tensorflow-cpu]
- tensorflow-datasets[tests]
Package Information
License
Apache 2.0
First Release
June 10, 2019
Last Release
1 month ago
Last Commit
1 month ago
Latest Version
2.20.1
Total Releases
72
Contributors
136
Open PRs
142
Archived
No
Author
Google Inc.
Python Versions
3
3.9
3.10
3.11
3.12
3.13
Wheels
cp310
cp311
cp312
cp37
cp38
cp39
Keywords
Topics
-
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh